00:00:31 你的AI有多聪明？关键看它会不会“彩排” 00:05:06 AI内卷时代，如何找到“天选之子”？ 00:09:38 AI的“自我修养”：如何让机器自己教自己？ 00:13:34 给AI装个方向盘，指哪打哪 00:17:37 AI巨头里的“扫地僧”：没有他，AI秒变“人工智障” 本期介绍的五篇论文：[LG] SimuRA: Towards General Goal-Oriented Agent via Simulative Reasoning Architecture with LLM-Based World Model [Mohamed bin Zayed University of Artificial Intelligence & Samsung Research] https://arxiv.org/abs/2507.237 ---[LG] Consensus-Driven Active Model Selection [MIT & UMass Amherst] https://arxiv.org/abs/2507.23771 ---[CL] CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks [FAIR at Meta & NYU] https://arxiv.org/abs/2507.237 ---[CL] Model Directions, Not Words: Mechanistic Topic Models Using Sparse Autoencoders [Columbia University] https://arxiv.org/abs/2507.23220 ---[CL] Unveiling Super Experts in Mixture-of-Experts Large Language Models [Meituan & Tsinghua University] https://arxiv.org/abs/2507.23279

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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